Hydrogel formulation is a multidimensional problem. Swelling, strength, degradation, crosslinking, and application constraints interact in ways that make manual iteration expensive.
A useful AI workflow does not hide those trade-offs. It helps researchers explore combinations, understand predicted drivers, and choose experiments that add information.